{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from wordcloud import WordCloud\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "from lxml import etree\n",
    "from nltk.tokenize import word_tokenize\n",
    "import nltk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
       "      <th>17</th>\n",
       "      <th>18</th>\n",
       "      <th>19</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>shrimp</td>\n",
       "      <td>almonds</td>\n",
       "      <td>avocado</td>\n",
       "      <td>vegetables mix</td>\n",
       "      <td>green grapes</td>\n",
       "      <td>whole weat flour</td>\n",
       "      <td>yams</td>\n",
       "      <td>cottage cheese</td>\n",
       "      <td>energy drink</td>\n",
       "      <td>tomato juice</td>\n",
       "      <td>low fat yogurt</td>\n",
       "      <td>green tea</td>\n",
       "      <td>honey</td>\n",
       "      <td>salad</td>\n",
       "      <td>mineral water</td>\n",
       "      <td>salmon</td>\n",
       "      <td>antioxydant juice</td>\n",
       "      <td>frozen smoothie</td>\n",
       "      <td>spinach</td>\n",
       "      <td>olive oil</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>burgers</td>\n",
       "      <td>meatballs</td>\n",
       "      <td>eggs</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>chutney</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>turkey</td>\n",
       "      <td>avocado</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>mineral water</td>\n",
       "      <td>milk</td>\n",
       "      <td>energy bar</td>\n",
       "      <td>whole wheat rice</td>\n",
       "      <td>green tea</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7496</th>\n",
       "      <td>butter</td>\n",
       "      <td>light mayo</td>\n",
       "      <td>fresh bread</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7497</th>\n",
       "      <td>burgers</td>\n",
       "      <td>frozen vegetables</td>\n",
       "      <td>eggs</td>\n",
       "      <td>french fries</td>\n",
       "      <td>magazines</td>\n",
       "      <td>green tea</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7498</th>\n",
       "      <td>chicken</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7499</th>\n",
       "      <td>escalope</td>\n",
       "      <td>green tea</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7500</th>\n",
       "      <td>eggs</td>\n",
       "      <td>frozen smoothie</td>\n",
       "      <td>yogurt cake</td>\n",
       "      <td>low fat yogurt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7501 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 0                  1            2                 3   \\\n",
       "0            shrimp            almonds      avocado    vegetables mix   \n",
       "1           burgers          meatballs         eggs               NaN   \n",
       "2           chutney                NaN          NaN               NaN   \n",
       "3            turkey            avocado          NaN               NaN   \n",
       "4     mineral water               milk   energy bar  whole wheat rice   \n",
       "...             ...                ...          ...               ...   \n",
       "7496         butter         light mayo  fresh bread               NaN   \n",
       "7497        burgers  frozen vegetables         eggs      french fries   \n",
       "7498        chicken                NaN          NaN               NaN   \n",
       "7499       escalope          green tea          NaN               NaN   \n",
       "7500           eggs    frozen smoothie  yogurt cake    low fat yogurt   \n",
       "\n",
       "                4                 5     6               7             8   \\\n",
       "0     green grapes  whole weat flour  yams  cottage cheese  energy drink   \n",
       "1              NaN               NaN   NaN             NaN           NaN   \n",
       "2              NaN               NaN   NaN             NaN           NaN   \n",
       "3              NaN               NaN   NaN             NaN           NaN   \n",
       "4        green tea               NaN   NaN             NaN           NaN   \n",
       "...            ...               ...   ...             ...           ...   \n",
       "7496           NaN               NaN   NaN             NaN           NaN   \n",
       "7497     magazines         green tea   NaN             NaN           NaN   \n",
       "7498           NaN               NaN   NaN             NaN           NaN   \n",
       "7499           NaN               NaN   NaN             NaN           NaN   \n",
       "7500           NaN               NaN   NaN             NaN           NaN   \n",
       "\n",
       "                9               10         11     12     13             14  \\\n",
       "0     tomato juice  low fat yogurt  green tea  honey  salad  mineral water   \n",
       "1              NaN             NaN        NaN    NaN    NaN            NaN   \n",
       "2              NaN             NaN        NaN    NaN    NaN            NaN   \n",
       "3              NaN             NaN        NaN    NaN    NaN            NaN   \n",
       "4              NaN             NaN        NaN    NaN    NaN            NaN   \n",
       "...            ...             ...        ...    ...    ...            ...   \n",
       "7496           NaN             NaN        NaN    NaN    NaN            NaN   \n",
       "7497           NaN             NaN        NaN    NaN    NaN            NaN   \n",
       "7498           NaN             NaN        NaN    NaN    NaN            NaN   \n",
       "7499           NaN             NaN        NaN    NaN    NaN            NaN   \n",
       "7500           NaN             NaN        NaN    NaN    NaN            NaN   \n",
       "\n",
       "          15                 16               17       18         19  \n",
       "0     salmon  antioxydant juice  frozen smoothie  spinach  olive oil  \n",
       "1        NaN                NaN              NaN      NaN        NaN  \n",
       "2        NaN                NaN              NaN      NaN        NaN  \n",
       "3        NaN                NaN              NaN      NaN        NaN  \n",
       "4        NaN                NaN              NaN      NaN        NaN  \n",
       "...      ...                ...              ...      ...        ...  \n",
       "7496     NaN                NaN              NaN      NaN        NaN  \n",
       "7497     NaN                NaN              NaN      NaN        NaN  \n",
       "7498     NaN                NaN              NaN      NaN        NaN  \n",
       "7499     NaN                NaN              NaN      NaN        NaN  \n",
       "7500     NaN                NaN              NaN      NaN        NaN  \n",
       "\n",
       "[7501 rows x 20 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#读取数据\n",
    "data=pd.read_csv('Market_Basket_Optimisation.csv',header=None)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['shrimp',\n",
       "  'almonds',\n",
       "  'avocado',\n",
       "  'vegetables mix',\n",
       "  'green grapes',\n",
       "  'whole weat flour',\n",
       "  'yams',\n",
       "  'cottage cheese',\n",
       "  'energy drink',\n",
       "  'tomato juice',\n",
       "  'low fat yogurt',\n",
       "  'green tea',\n",
       "  'honey',\n",
       "  'salad',\n",
       "  'mineral water',\n",
       "  'salmon',\n",
       "  'antioxydant juice',\n",
       "  'frozen smoothie',\n",
       "  'spinach',\n",
       "  'olive oil'],\n",
       " ['burgers', 'meatballs', 'eggs'],\n",
       " ['chutney'],\n",
       " ['turkey', 'avocado'],\n",
       " ['mineral water', 'milk', 'energy bar', 'whole wheat rice', 'green tea'],\n",
       " ['low fat yogurt'],\n",
       " ['whole wheat pasta', 'french fries'],\n",
       " ['soup', 'light cream', 'shallot'],\n",
       " ['frozen vegetables', 'spaghetti', 'green tea'],\n",
       " ['french fries']]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#想办法把这些数据放到一个 transactions 中\n",
    "transactions=[]\n",
    "for i in range(0,data.shape[0]):#遍历所有的行\n",
    "    temp=[]\n",
    "    for j in range(0,data.shape[1]):#在一行中遍历每一个列于元素\n",
    "        item=str(data.values[i,j])#把元素的值转成字符串类型 原有的 名字类型都是str  但是nan类型都是float 所以这里强转一下\n",
    "        if item!='nan':\n",
    "            temp.append(item)\n",
    "    transactions.append(temp)\n",
    "transactions[0:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_stop_words(f):\n",
    "    stop_words = ['Movie']\n",
    "    for stop_word in stop_words:\n",
    "        f = f.replace(stop_word, '')\n",
    "    return f\n",
    "\n",
    "# 生成词云\n",
    "def create_word_cloud(f):\n",
    "    f = remove_stop_words(f)\n",
    "    cut_text = word_tokenize(f)\n",
    "    #print(cut_text)\n",
    "    cut_text = \" \".join(cut_text)\n",
    "    wc = WordCloud(\n",
    "        max_words=100,\n",
    "        width=2000,\n",
    "        height=1200,\n",
    "    )\n",
    "    wordcloud = wc.generate(cut_text)\n",
    "    # 写词云图片\n",
    "    wordcloud.to_file(\"wordcloud2.jpg\")\n",
    "    # 显示词云文件\n",
    "    plt.imshow(wordcloud)\n",
    "    plt.axis(\"off\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#首先得到all_word  然后丢进函数中去\n",
    "all_word=' '.join('%s'%item for item in transactions)\n",
    "create_word_cloud(all_word)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
